Best way to prepare training data and fine-tune a model

Hi,

I am creating a chatbot to communicate with me. What is the best way to prepare the data for fine-tuning LLM model? I eventually want to enable chatbot to initiate communication by asking instead of passively waiting for user’s message. I conversation text data as two persons talking without labeling.

I am using open AI API in python.

Thanks,
J